经验建议
优先选择批量写入方式,次之选择单条写入。
批量写入数据避免数据包过大,限制总条数或者数据量,建议10mb以内且10000条以下。
数据准备
{
"end_station_id": "6756.05",
"member_casual": "member",
"@timestamp": "2022-12-11T05:36:16.645Z",
"end_lat": "40.762009",
"start_station_name": "W 21 St & 6 Ave",
"start_lat": "40.74173969",
"ended_at": "2022-01-22 14:53:18",
"start_station_id": "6140.05",
"start_lng": "-73.99415556",
"rideable_type": "classic_bike",
"started_at": "2022-01-22 14:28:32",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "D1FCEF55EB4A807F",
"end_station_name": "W 44 St & 11 Ave",
"end_lng": "-73.996975"
}
mapping参考
DELETE citibike - 202202
PUT citibike - 202202
{
"settings": {
"number_of_replicas": 1,
"number_of_shards": 1,
"refresh_interval": "1s"
},
"mappings": {
"_source": {
"enabled": true
},
"dynamic": true,
"properties": {
"@timestamp": {
"type": "date"
},
"end_lat": {
"type": "float"
},
"end_lng": {
"type": "float"
},
"end_station_id": {
"type": "keyword"
},
"end_station_name": {
"type": "text"
},
"ended_at": {
"type": "date",
"format": [
"yyyy - MM - dd HH:mm:ss"
]
},
"member_casual": {
"type": "keyword"
},
"ride_id": {
"type": "keyword"
},
"rideable_type": {
"type": "keyword"
},
"start_lat": {
"type": "float"
},
"start_lng": {
"type": "float"
},
"start_station_id": {
"type": "keyword"
},
"start_station_name": {
"type": "text"
},
"started_at": {
"type": "date",
"format": [
"yyyy - MM - dd HH:mm:ss"
]
},
"tags": {
"type": "keyword"
}
}
},
"aliases": {
"citibike": {},
"citibike - tripdata": {},
"citibike - tripdata - 2022": {}
}
}
template参考
DELETE _index_template/citibike-tripdata-2022
PUT _index_template/citibike-tripdata-2022
{
"index_patterns": [
"citibike-20*",
"citibike-tripdata-20*"
],
"_meta": {},
"priority": 0,
"template": {
"settings": {
"number_of_replicas": 1,
"number_of_shards": 1,
"refresh_interval": "1s"
},
"mappings": {
"_source": {
"enabled": true
},
"dynamic": true,
"properties": {
"@timestamp": {
"type": "date"
},
"end_lat": {
"type": "float"
},
"end_lng": {
"type": "float"
},
"end_station_id": {
"type": "keyword"
},
"end_station_name": {
"type": "text"
},
"ended_at": {
"type": "date",
"format": [
"yyyy-MM-dd HH:mm:ss"
]
},
"member_casual": {
"type": "keyword"
},
"ride_id": {
"type": "keyword"
},
"rideable_type": {
"type": "keyword"
},
"start_lat": {
"type": "float"
},
"start_lng": {
"type": "float"
},
"start_station_id": {
"type": "keyword"
},
"start_station_name": {
"type": "text"
},
"started_at": {
"type": "date",
"format": [
"yyyy-MM-dd HH:mm:ss"
]
},
"tags": {
"type": "keyword"
}
}
},
"aliases": {
"citibike": {},
"citibike-tripdata": {},
"citibike-tripdata-2022": {}
}
}
}
单条写入数据
PUT _doc - 新增或者更新数据
DELETE citibike-tripdata-sample
PUT citibike-tripdata-sample
{
"settings": {
"number_of_replicas": 1,
"number_of_shards": 1
},
"mappings": {
"properties": {
"end_station_id": { "type": "keyword" },
"member_casual": { "type": "keyword" },
"@timestamp": { "type": "date" },
"end_lat": { "type": "float" },
"start_station_name": { "type": "text" },
"start_lat": { "type": "float" },
"ended_at": {
"type": "date",
"format": "yyyy-MM-dd HH:mm:ss"
},
"start_station_id": { "type": "keyword" },
"start_lng": { "type": "float" },
"rideable_type": { "type": "keyword" },
"started_at": {
"type": "date",
"format": "yyyy-MM-dd HH:mm:ss"
},
"tags": { "type": "keyword" },
"ride_id": { "type": "keyword" },
"end_station_name": { "type": "text" },
"end_lng": { "type": "float" }
}
}
}
# 插入文档示例
PUT citibike-tripdata-sample/_doc/1
{
"end_station_id": "6876.04",
"member_casual": "membera",
"@timestamp": "2022-12-11T05:36:16.650Z",
"end_lat": "40.76590936",
"start_station_name": "E 66 St & Madison Ave",
"start_lat": "40.76800889305947",
"ended_at": "2022-01-30 15:39:08",
"start_station_id": "6969.08",
"start_lng": "-73.96845281124115",
"rideable_type": "electric_bike",
"started_at": "2022-01-30 15:33:25",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "9F1E1AB4E5C8E11D",
"end_station_name": "Central Park S & 6 Ave",
"end_lng": "-73.97634151"
}
PUT _create - 显示新增数据
DELETE citibike-202202
PUT citibike-202202/_create/ride_id_9F1E1AB4E5C8E11D
{
"end_station_id": "6876.04",
"member_casual": "membera",
"@timestamp": "2022-12-11T05:36:16.650Z",
"end_lat": "40.76590936",
"start_station_name": "E 66 St & Madison Ave",
"start_lat": "40.76800889305947",
"ended_at": "2022-01-30 15:39:08",
"start_station_id": "6969.08",
"start_lng": "-73.96845281124115",
"rideable_type": "electric_bike",
"started_at": "2022-01-30 15:33:25",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "9F1E1AB4E5C8E11D",
"end_station_name": "Central Park S & 6 Ave",
"end_lng": "-73.97634151"
}
POST _doc - POST方式填充,自动生成id
DELETE citibike-202202
POST citibike-202202/_doc
{
"end_station_id": "6876.04",
"member_casual": "membera",
"@timestamp": "2022-12-11T05:36:16.650Z",
"end_lat": "40.76590936",
"start_station_name": "E 66 St & Madison Ave",
"start_lat": "40.76800889305947",
"ended_at": "2022-01-30 15:39:08",
"start_station_id": "6969.08",
"start_lng": "-73.96845281124115",
"rideable_type": "electric_bike",
"started_at": "2022-01-30 15:33:25",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "9F1E1AB4E5C8E11D",
"end_station_name": "Central Park S & 6 Ave",
"end_lng": "-73.97634151"
}
POST citibike-202202/_doc/ride_id_9F1E1AB4E5C8E11D
{
"end_station_id": "6876.04",
"member_casual": "membera",
"@timestamp": "2022-12-11T05:36:16.650Z",
"end_lat": "40.76590936",
"start_station_name": "E 66 St & Madison Ave",
"start_lat": "40.76800889305947",
"ended_at": "2022-01-30 15:39:08",
"start_station_id": "6969.08",
"start_lng": "-73.96845281124115",
"rideable_type": "electric_bike",
"started_at": "2022-01-30 15:33:25",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "9F1E1AB4E5C8E11D",
"end_station_name": "Central Park S & 6 Ave",
"end_lng": "-73.97634151"
}
POST _create
DELETE citibike-202202
POST citibike-202202/_create/ride_id_9F1E1AB4E5C8E11D
{
"end_station_id": "6876.04",
"member_casual": "membera",
"@timestamp": "2022-12-11T05:36:16.650Z",
"end_lat": "40.76590936",
"start_station_name": "E 66 St & Madison Ave",
"start_lat": "40.76800889305947",
"ended_at": "2022-01-30 15:39:08",
"start_station_id": "6969.08",
"start_lng": "-73.96845281124115",
"rideable_type": "electric_bike",
"started_at": "2022-01-30 15:33:25",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "9F1E1AB4E5C8E11D",
"end_station_name": "Central Park S & 6 Ave",
"end_lng": "-73.97634151"
}
DELETE citibike-202202
PUT citibike-202202
{
"settings": {
"number_of_replicas": 1,
"number_of_shards": 6,
"refresh_interval": "15s"
}
}
POST citibike-202202/_doc/ride_id_9F1E1AB4E5C8E11D?refresh=true&wait_for_active_shards=1&op_type=index&routing=abc&require_alias=false&timeout=1m&version=1&version_type=external
{
"end_station_id": "6876.04",
"member_casual": "membera",
"@timestamp": "2022-12-11T05:36:16.650Z",
"end_lat": "40.76590936",
"start_station_name": "E 66 St & Madison Ave",
"start_lat": "40.76800889305947",
"ended_at": "2022-01-30 15:39:08",
"start_station_id": "6969.08",
"start_lng": "-73.96845281124115",
"rideable_type": "electric_bike",
"started_at": "2022-01-30 15:33:25",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "9F1E1AB4E5C8E11D",
"end_station_name": "Central Park S & 6 Ave",
"end_lng": "-73.97634151"
}
Mapping自动更新
DELETE citibike-202202
PUT citibike-202202
{
"mappings": {
"dynamic": true
}
}
PUT citibike-202202/_create/ride_id_571ECC43B92B62CF
{
"end_station_id": "6920.03",
"member_casual": "member",
"@timestamp": "2022-12-11T05:36:16.655Z"
}
PUT citibike-202202/_create/ride_id_1729DAF28B7D3CCC
{
"end_station_id": "5515.08",
"member_casual": "member",
"@timestamp": "2022-12-11T05:36:16.656Z",
"end_lat": "40.723346832180155",
"start_station_name": "Division St & Bowery",
"start_lat": "40.714193",
"ended_at": "2022-01-20 17:14:52",
"start_station_id": "5270.08",
"start_lng": "-73.996732",
"rideable_type": "electric_bike",
"started_at": "2022-01-20 17:03:17",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "1729DAF28B7D3CCC",
"end_station_name": "E 4 St & Ave B",
"end_lng": "-73.98265913128853"
}
批量写入数据
_bulk
DELETE citibike-202202
POST _bulk
{
"create": {
"_index": "citibike-202202",
"_id": "ride_id_571ECC43B92B62CF",
"require_alias": false
}
}
{
"end_station_id": "6920.03",
"member_casual": "member",
"@timestamp": "2022-12-11T05:36:16.655Z",
"end_lat": "40.76584941",
"start_station_name": "W 49 St & 8 Ave",
"start_lat": "40.76227205",
"ended_at": "2022-01-02 12:58:05",
"start_station_id": "6747.06",
"start_lng": "-73.98788205",
"rideable_type": "classic_bike",
"started_at": "2022-01-02 12:55:34",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "571ECC43B92B62CF",
"end_station_name": "W 54 St & 9 Ave",
"end_lng": "-73.98690506"
}
{
"index": {
"_index": "citibike-202202",
"_id": "ride_id_D1FCEF55EB4A807F",
"require_alias": false
}
}
{
"end_station_id": "6756.05",
"member_casual": "member",
"@timestamp": "2022-12-11T05:36:16.645Z",
"end_lat": "40.762009",
"start_station_name": "W 21 St & 6 Ave",
"start_lat": "40.74173969",
"ended_at": "2022-01-22 14:53:18",
"start_station_id": "6140.05",
"start_lng": "-73.99415556",
"rideable_type": "classic_bike",
"started_at": "2022-01-22 14:28:32",
"tags": [
"citibike",
"tripdata"
],
"ride_id": "D1FCEF55EB4A807F",
"end_station_name": "W 44 St & 11 Ave",
"end_lng": "-73.996975"
}
Response响应参数概要说明
{
"took": 94,
"errors": false,
"items": [
{
"index": {
"_index": "citibike-202202",
"_id": "ZwFfhYUBWoL2UdPoLMoC",
"_version": 1,
"result": "created",
"_shards": {
"total": 2,
"successful": 1,
"failed": 0
},
"_seq_no": 0,
"_primary_term": 1,
"status": 201
}
},
{
"index": {
"_index": "citibike-202202",
"_id": "ride_idD1FCEF55EB4A807F",
"_version": 1,
"result": "created",
"_shards": {
"total": 2,
"successful": 1,
"failed": 0
},
"_seq_no": 1,
"_primary_term": 1,
"status": 201
}
}
]
}
索引删除数据
Response响应参数概要说明
{
"took": 4,
"errors": false,
"items": [
{
"delete": {
"_index": "citibike-202202",
"_id": "ride_id_571ECC43B92B62CF",
"_version": 2,
"result": "deleted",
"_shards": {
"total": 2,
"successful": 2,
"failed": 0
},
"_seq_no": 2,
"_primary_term": 1,
"status": 200
}
},
{
"delete": {
"_index": "citibike-202202",
"_id": "ride_idD1FCEF55EB4A807F",
"_version": 2,
"result": "deleted",
"_shards": {
"total": 2,
"successful": 2,
"failed": 0
},
"_seq_no": 3,
"_primary_term": 1,
"status": 200
}
}
]
}
条件删除数据
_delete_by_query 执行条件删除